{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pylab as plt\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10, 6)\n",
    "import seaborn as sb\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def model_index(file_name):\n",
    "    return int(file_name.split('_')[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def read_leaderboard(file_name, scale=False):\n",
    "    result = []\n",
    "    with open(file_name, \"rt\", encoding='utf-8') as fd:\n",
    "        started = False\n",
    "        for l in fd:\n",
    "            l = l.strip()\n",
    "            if not started:\n",
    "                if l.startswith(\"Leaderboard\"):\n",
    "                    started = True\n",
    "                continue\n",
    "            name, rest = l.split(':')\n",
    "            wld = map(str.strip, rest.split(','))\n",
    "            win, lose, draw = map(lambda s: int(s.split('=')[1]), wld)\n",
    "            # models from the last round played 40% more games, so score need to be compensated\n",
    "            if scale:\n",
    "                win = int(win / 1.4)\n",
    "                lose = int(lose / 1.4)\n",
    "                draw = int(draw / 1.4)\n",
    "            result.append((os.path.basename(name), win, lose, draw))\n",
    "    return result       "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Semi-final analisys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "v1 = read_leaderboard(\"semi-v1.txt\")\n",
    "v2 = read_leaderboard(\"semi-v2.txt\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('best_088_39300.dat', 1027, 732, 1),\n",
       " ('best_025_09900.dat', 1024, 735, 1),\n",
       " ('best_022_08200.dat', 1023, 737, 0),\n",
       " ('best_021_08100.dat', 1017, 743, 0),\n",
       " ('best_009_03400.dat', 1010, 749, 1),\n",
       " ('best_014_04700.dat', 1003, 757, 0),\n",
       " ('best_008_02700.dat', 998, 760, 2),\n",
       " ('best_010_03500.dat', 997, 762, 1),\n",
       " ('best_029_11800.dat', 991, 768, 1),\n",
       " ('best_007_02300.dat', 980, 779, 1)]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v1[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "v1_pairs = list(map(lambda p: (model_index(p[0]), p[1] / (p[1] + p[2] + p[3])), v1))\n",
    "v1_pairs.sort()\n",
    "v2_pairs = list(map(lambda p: (model_index(p[0]), p[1] / (p[1] + p[2] + p[3])), v2))\n",
    "v2_pairs.sort()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "v1_index, v1_ratios = zip(*v1_pairs)\n",
    "v2_index, v2_ratios = zip(*v2_pairs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x154542020>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(v1_ratios)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x154676b00>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(v2_ratios)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "v1_df = pd.DataFrame(data={\n",
    "    \"Wall time\": [0] * len(v1_index), \n",
    "    'Step': v1_index, \n",
    "    'Value': v1_ratios\n",
    "})\n",
    "v2_df = pd.DataFrame(data={\n",
    "    \"Wall time\": [0] * len(v2_index), \n",
    "    'Step': v2_index, \n",
    "    'Value': v2_ratios\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "v1_df.to_csv(\"v1-wins.csv\", index=None)\n",
    "v2_df.to_csv(\"v2-wins.csv\", index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [],
   "source": [
    "def group_index(idx):\n",
    "    if idx >= 100:\n",
    "        return 9, idx - 90\n",
    "    return idx // 10, idx % 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [],
   "source": [
    "groups = list(map(group_index, indices))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [],
   "source": [
    "data = [[] for _ in range(10)]\n",
    "for g, w in zip(groups, wins):\n",
    "    data[g[0]].append(w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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XHOITXbCEhSkhJZSE1FB6O0dpqTd7O5w5zZda97mIBC+4VGqWEa2fkrqKXuw2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MO+7W2sr7yI3GQi8zvfQ52RObrPoG+IBw/9DrVczY8Wf2dCilb9zl46f/FT4u0hGi6fxdwVd/Pw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\noF+lAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f26e113a2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for d in data:\n",
    "    plt.plot(d[:10])\n",
    "plt.xlabel(\"Index\")\n",
    "plt.ylabel(\"Score\")\n",
    "plt.savefig(\"semi-scores.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Final scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [],
   "source": [
    "final_short = read_leaderboard(\"final.txt\")\n",
    "full_pairs = list(map(lambda p: (model_index(p[0]), p[1]), final_short))\n",
    "full_pairs.sort(key=lambda p: p[0])\n",
    "indices, wins = zip(*full_pairs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kwQ+RjOCFCKya+jaKyxqZnpWIOSEm1OH4VUaKkabWzrAp0pUGN9FJEvwQaTUq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\nbwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f26e11da4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(indices, wins)\n",
    "plt.xlabel(\"Model index\")\n",
    "plt.ylabel(\"Score gained\")\n",
    "plt.grid(True)\n",
    "plt.savefig(\"final-short.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "full_pairs = list(map(lambda p: (model_index(p[0]), p[1]/(p[1]+p[2]+p[3])), final_short))\n",
    "full_pairs.sort(key=lambda p: p[0])\n",
    "indices, ratios = zip(*full_pairs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>model_index</th>\n",
       "      <th>wins</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>0.532105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8</td>\n",
       "      <td>0.523684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "      <td>0.426842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>18</td>\n",
       "      <td>0.381316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20</td>\n",
       "      <td>0.467632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>25</td>\n",
       "      <td>0.401316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>37</td>\n",
       "      <td>0.471316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>38</td>\n",
       "      <td>0.441053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>46</td>\n",
       "      <td>0.475789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>49</td>\n",
       "      <td>0.488684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>50</td>\n",
       "      <td>0.508158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>57</td>\n",
       "      <td>0.482105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>66</td>\n",
       "      <td>0.556579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>68</td>\n",
       "      <td>0.534474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>72</td>\n",
       "      <td>0.561316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>78</td>\n",
       "      <td>0.445526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>87</td>\n",
       "      <td>0.567368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>88</td>\n",
       "      <td>0.567105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>91</td>\n",
       "      <td>0.593158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>105</td>\n",
       "      <td>0.569211</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    model_index      wins\n",
       "0             6  0.532105\n",
       "1             8  0.523684\n",
       "2            10  0.426842\n",
       "3            18  0.381316\n",
       "4            20  0.467632\n",
       "5            25  0.401316\n",
       "6            37  0.471316\n",
       "7            38  0.441053\n",
       "8            46  0.475789\n",
       "9            49  0.488684\n",
       "10           50  0.508158\n",
       "11           57  0.482105\n",
       "12           66  0.556579\n",
       "13           68  0.534474\n",
       "14           72  0.561316\n",
       "15           78  0.445526\n",
       "16           87  0.567368\n",
       "17           88  0.567105\n",
       "18           91  0.593158\n",
       "19          105  0.569211"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(data={'model_index': indices, 'wins': ratios})\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [],
   "source": [
    "df.to_csv(\"final.csv\", index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zz6FQKCZ9XZ1ODZlMGujww5JeT12h5oquIT/4vI6fHG+Ey83i66uzYDCMVWrfdksm9h5p\nRE27CXeV5fr1mu8fa4KH5fDYpvlISpq8+jsrNRZnrnRDpVEiWj35z61ACcTfx8YOE2wON9aUpETM\n33cx/z4DltQNBgN6e8daM/b09ECvH/uEe//99/v+e926daipqcHmzZtx1113AQAyMzORmJiI7u5u\nZGRkTPo+AwPWAEQf/vT6aBiNQ6EOQ9ToGvKD7+v4ybFGSBgGS3Lir3vdaKUEMRoFTl/uRnePGZIZ\nThkzW53YX9GEhBglijJjp4w1MWZkJVt5tTvo57kD9ffx5OitjMxETUT8fRfDv+upPnQEbPu9tLQU\n+/fvBwBUV1fDYDBAqx2pOh0aGsJTTz0Fp3PkPOfp06eRn5+Pffv24c033wQAGI1G9PX1ISkpKVAh\nEkLCTEv3EJq7hlCSm4C4G7aKJQyDRTnxMA870dI98x/afz3TCqebxeaV86ZtjzpWAR8+W/C+yWzU\ndEYUArZSX7ZsGYqKirB161YwDINdu3ahvLwc0dHR2LRpE9atW4fHHnsMSqUSCxcuxObNmzE8PIwd\nO3bgyy+/hMvlwk9+8pMpt94JIWQ8bwe5spKUCb9fkpuIY5e6UFnfh6zk6ZuoWO1ufHm2HTFq+aSv\nOV6a96z6HM/DCwXHcahtMyFGLUeSLirU4ZAZCOg99R07dlz3dWFhoe+/t2/fju3bt1/3fa1Wi9de\ney2QIRFCwpTL7cGJ6i7EaBRYlJsw4WOKsnSQMAwu1fdhS2n2tK954HwbbA437rotBwr59LU7yfFq\nAOGzUu8z2TEw5MAtBfoJK/6J8FBHOUJIWDhf24thuxulxcmTbpOrVXLkpceiocM8bTtXh8uDz0+3\nIkopxe1L02cUQ5RShoQYZdhUwHv7vdNRNvGgpE4ICQtHLo4UdK2dZpu8JDcBHEbGp07laGUnhqwu\nbFiWDrVq5puaqYlaDFqcsz4PLyS1baPn0+l+umhQUieEiF6vyYbLTQPIS49FSoJmyseW5IxszV+q\nn3xqm9vD4tOTzVDIJNi0fPLTNxNJTRzdgu8V/8mc2jYTlHIpMpNm31qXBBcldUKI6B2t7ASHyQvk\nxkvTa6CLVuJSQx9YduKpbSequ9FvdmDd4lTEaPwr1vW2i23vFXcHTYvNhY7eYeSmxUAqoVQhFvQn\nRQgRNZblcOxSJ5QKKW4tNEz7eIZhUJKbgGG7Gw2d5glf75MTzZBKGGxemel3PGM94MW9UvcdZaN+\n76JCSZ0QImqXm/vRZ3Zg5QIDVIqZ3fv2bsFXTrAFf67GiK5+K1YXJyM+RuV3POFyVr12tN97ARXJ\niQoldUKIqB256D2bnjrj5yzI0kEqYW66r85xHD6uaAYDzHqaW5RShvgwqICvbRuEhGGQk0pJXUwo\nqRNCRMtic+F8rRGpiRrkpE7fTMZLpZBhfmYcmruHMGhx+H69urEfzd1DWF5o8J05n43UBA0Ghhyw\n2t2zfo1Qcrg8aOoawrxkLZQKmq0hJpTUCSGiVVHdBbeHw9pFKX43R/FVwTeMrdY/qmgGANy9enar\ndC/vffVOkW7BN3aY4WE5up8uQpTUCSGixHEcjlzshFTCYE1xst/P93ad827B17QOoqZ1ECW5CchM\nmtuUrrEKeHEmdSqSEy9K6oQQUWrqGkKb0YIleYl+HzsDRlq66uNUqG7qh9vD4pMTI6v02d5LH2+s\nAl6cSb3G13SG7qeLDSV1Qogo+Ya3LJ7+bPpEGIZBSU4ibA4PDpxrR2V9HwrSY3kZmeqrgBdhUvew\nLOraTUiOVyMmBDPhydxQUieEiI7D5cHJy13QRStRnD3x8JaZ8G7Bv32gDgBw95osPsKDWiWDLlop\nymNtbT3DcDg91O9dpCipE0JE59w1I2wOD0oXJUMimf30sMLMOChkEnhYDplJWhRnx/MWY2qCGv1m\nB2wOcVXAe4e48LFjQYKPkjohRHSOVI4Ob1k0u613L4VcisJ5OgDAPauzeB0vmpo40i9dbKt13xAX\nWqmLUkDnqRNCCN96Bqy42jKIwsw4GHSzP0vu9cjteSjKjsey+XoeohszNthlGLkiaeDCcRxqWwcR\nq1VAHxcV6nDILFBSH4dlObg8LJRyarZAiFD5CuT86CA3lbREDdISp57sNrvXHV2pi6hYzjhog2nY\nieWFBl53LUjw0Pb7OP/56VX88PcV6DfbQx0KIWQCHpbFsUudiFLKcAvPK2u+pYhwBGsN9XsXPUrq\n4+Slx8JkceK1D6rh9rChDocQcoOqhn4MWpxYtTAJCoHvqGlUcsRqFaJaqVPTGfGjpD5OWUkKViww\noK7dhPcO1Yc6HELIDeZ6Nj3Y0hI16DPbYXeKowK+ts0ElUKKDIM21KGQWaKkPg7DMNi+uRDJ8Wrs\nP9WK8zXGUIdECBllHnbiYl0v0vVazJtjG9dg8Tah6ewT/ha8ediJrn4r8tJi53RMkIQWJfUbRCll\n+Ob9xVDIJHjj4yvoGbSFOiRCCIDjVV3wsBzKFvs/vCVUxNQulo6yhQdK6hNIN2jxt3fMh83hxu/2\nVsHlpvvrhIQSx3E4UtkBmZTB6iL/h7eEipgGu9RS05mwQEl9EmtLUrB2UQqau4bwl69qQx0OIRGt\nvsOMzj4rlhXooY2ShzqcGRPXSn0QUgmDrJSZz6UnwkNJfQrb7ihAul6DA+facfJyd6jDISRiHbk4\n0kGOr7PpwaKNkiNWI/wKeLvTjeYuC7KSo6lPh8hRUp+CUi7FP91fDKVCiv/87Co6RdbukZBwYHe6\ncepqDxJiVFiQpQt1OH5LTdSg12SHw+kJdSiTaugwg+U45NPWu+hRUp9GSoIG/+vOQjicHvxubxUc\nLuH+wyQkHJ2+2gOH04O1JSmQiKRAbjxfBXy/cBcFVCQXPiipz8CKBUm4fVka2ozD+PPnNaEOh5CI\ncqSyEwyA0kXiKZAbL1U/WixnFG5Sr2mlpjPhgpL6DG3dkI/MJC2OXuqkbXhCgqSzbxh1bSYszNIh\nMVacA0ZSE0bbxQr054bbw6Khw4zURI2oihDJxCipz5BcJsGSvEQAwKDFGeJoCIkMYx3kxFUgN16a\nfqQ7W6dAe8C39ljgcHlo6z1MUFL3g1o18inWaneFOBJCwp/bw+L4pU5oVDIszRf28JapaKPkiFHL\n0d5rCXUoE6od3XovoK33sEBJ3Q8a1cik2mG7OPo4EyJmlfV9MFtdWF2UDLlM3D+qUhM16B20C7LQ\nlorkwou4/6UEmVo5ktStlNQJCTjv2fS1JeIY3jKV1EQNOABdAusBz3EcatoGoYtWIiFWFepwCA8o\nqftB7Vup0/Y7IYE0MORAZUMf5iVHI1Mkw1umItTOct0DNgxZXchPjxVNP30yNUrqftB476k7aKVO\nSCAdr+oExwHrwmCVDoydVRdaBbz3KBv1ew8flNT94F2p0/Y7IYHDcRyOVnZCLpNg5cKkUIfDC6Ge\nVfcOcaHz6eGDkrofvCt12n4nJHBqWgfRPWDD8vl634kTsYtRK6CNkgtupV7bakKUUoa00dsDRPwo\nqftBIZdAKmFopU5IAPnOpotseMt00hI1MA7Y4BRIBfygxYGeQRvy02MhkdD99HBBSd0PDMNAo5LR\nkTZCAsRqd+PM1R4Y4qIwPzO8toR9FfD9wqiAr6OjbGGJkrqf1Co5NZ8hJEBOXe2G082itCQl7Kqx\nhVYBT/3ewxMldT9pVDJY7W5wHBfqUAgJO0cudoJhgLWLwqPqfTxvUm8XSFKvbTNBJmWQnSL+I4Nk\nDCV1P6lVcnhYTpCdoQgRszajBY2dZizKSYAuWhnqcHgnpJW6zeFGS88QslJiIJdJQx0O4REldT/R\nsTZCAuPIRW+BXPit0gEgRi2HRiVDhwC6ytV3mMBx1O89HFFS9xMldUL453KzqKjuQrRajsWj0xDD\nDcMwSEvUoGfACpc7tDt9ta1UJBeuKKn7SUOtYgnh3YW6XlhsLqwpToZMGr4/llITNeA4oKvfFtI4\natsGwQDIo6QedsL3X0+AqJXe8au0UieEL2PDW8LrbPqNxorlQjeG1e1h0dBhRppe42uoRcIHJXU/\n0fhVQvhlHLChurEfuakxYd/ZbKxYLnT31Zu7huB0s8infu9hiZK6n7xtK+msOhE6l9uDczVGuNxs\nqEOZ0pdnWsABKFsc3qt0YCypd4awAp7mp4c3Sup+opU6EYuK6m68Wn4Jb358GaxA+yqwHIcvTrVA\nKZfi1kJDqMMJuFiNAhqVLKRn1X2T2ajyPSxRUvcTVb8TsWjpHgIAnLrSg/cPN4Q4moldbR5AT78V\ntxYaEKWUhTqcgGMYBimJGvQM2EKyg8JyHOraTUiIUSE+RhX09yeBR0ndT75JbQ7afifC5m1yYoiL\nwscVzThS2RHiiG7mG96yODzPpk8kLVEDluPQHYIe8F19VlhsLuRn0NZ7uKKk7idaqROx6OizIjFW\nhe8/uhgalQx/+uwarjT1hzosn2G7C2evGZGm1yIvLXKSTGrCaLFcCMaw1rTR1nu4o6TuJ5VCCglD\n41eJsFlsLpiHnUhN1CApXo1vP7gIAPDq+1WCaFMKACequ+H2sNi0IjPshrdMJZTtYqnpTPijpO4n\nhmGgVsmo+QwRNG/C8CaQ+Zk6PHnXAtgcbvzfdy7CPOwMZXgAgCOVHZAwDDYszwh1KEEVysEutW2D\n0KhkSAnzo4ORjJL6LKhHJ7URIlTerV3vVi8ArC5Oxn1rs9FrsuPf36uEM4RDiZq7htDSbcHivATo\nIqxgK06rQJRSFvSVer/Zjl6THfnpcZBE0M5IpJlxueng4CAYhkFs7My3bXbv3o2LFy+CYRjs3LkT\nJSUlvu9t2LABycnJkEpHJgS99NJLSEpKmvI5QqFRydBvdoQ6DEImdeNK3WtLaRZ6BqyoqO7GGx9f\nwTP3FYXkB7y3aK8szDvITYRhGKQmqtHUOQS3hw1aW9y6dtp6jwTTJvWzZ8/in//5nzE8PAyWZaHT\n6fDiiy9Om2xPnTqF5uZm7NmzB/X19di5cyf27Nlz3WP+8Ic/QKPR+PUcIVCr5HB7WDhdHijkNLaQ\nCI+3uUlKgvq6X2cYBn9/5wL0mR04c7UH5XFReHh9blBjc7o8OFHdjVitAoty44P63kKRlqhBfbsZ\n3f1WpOm1QXlP7/l06iQX3qb9iPib3/wGv/3tb1FRUYGTJ0/iN7/5DX71q19N+8IVFRXYuHEjACA3\nNxcmkwkWy9T9jmfznFCgBjRE6Dr6rIiPUU549lsuk+DbDy5Cki4Kn5xoxuGLwT3qdq7GCKvDjdLi\nFEglkXkHcKwCPnjH2mrbTJDLJJiXFB209yTBN+2/KIlEgoKCAt/XCxcu9G2ZT6W3txc6nc73dXx8\nPIxG43WP2bVrFx5//HG89NJL4DhuRs8RAmoVS4TMandjYMhx3f30G2mj5Pjeo4uhjZLjrf3XUB3E\no27es+lrw3Ru+kyk6keL5YzBWbRY7S609ViQnRIDuSwyP0hFimm33yUSCT7//HOsWbMGAHD48OEZ\nJfUbcTe0qfzOd76DsrIyxMbG4lvf+hb2798/7XMmotOpIZMFdwtcHz+ypSlXKaDXi/dTr5hjFwoh\nXsOrzSMJOjdDN2V8en00fvTkSvzoteP43d4qvPhsGeYlxwQ0tq6+YVxpHkBRTgIWzU+6LpZIskg+\n8qO3z+Lk9fc+2WududINDsCS+YaIu9azIeZrNG1S/+lPf4qf//zn+Nd//VcwDIMlS5bgpz/96bQv\nbDAY0Nvb6/u6p6cHer3e9/X999/v++9169ahpqZm2udMZGAgBNOO2JH2jh1dZhiiFcF/fx7o9dEw\nGodCHYaoCfUaXq4d2d3SaeTTxmeIVuDJuwvx+r7L2PX7Cvxo+3LEagL3d3rfaLvaVQsMvtiEeh0D\nieM4RCmlaGo38fZ7n+o6nqke2R1Ji4+KuGvtLzH8fZzqQ8e0+zBZWVl48803cfr0aZw6dQqvv/46\nMjMzp33T0tJS3+q7uroaBoMBWu1IQcjQ0BCeeuopOJ0jZ2VPnz6N/Pz8KZ8jJOrR+5RWahVLBGii\n42xTWbUwGfeXZaPPbMcr71bCEaCjbizL4eilTqgUUiyfH/7DW6bCMAxSEzTo6rfC7Ql8D/ja1kEw\nDCKqc1/I16LGAAAgAElEQVSkmnSl/otf/AI/+tGP8Dd/8zcTdnv685//POULL1u2DEVFRdi6dSsY\nhsGuXbtQXl6O6OhobNq0CevWrcNjjz0GpVKJhQsXYvPmzWAY5qbnCJGv/zsVyhEB8s7qTklUT/PI\nMfeuyULPgA3Hq7rwxkeX8U/3F/N+1K26qR8DQw7ctiQVSgWdGklJ1KC+w4yeAdtNRw/55HKzaOgc\nQoZeGxFDcyLdpH/CDz/8MADge9/73qxffMeOHdd9XVhY6Pvv7du3Y/v27dM+R4io/zsRso7eYcRq\nFb4PnzMxctStEP1mO85eM+K9g/V45PY8XuM6cjFyz6ZPJG1cu9hAJvWmLjPcHpaOskWISbffvQm4\nvLwcK1asuO5/v//974MWoBCNrdRp+50Ii93pRp/ZPuOt9/FkUgm++cAiJMer8enJFhy60M5bXGar\nE+dre5Gm1yA7RbxFSHwKVg/42jZqOhNJJl2p79u3D3/5y19QW1uLbdu2+X7d7XYL8phZMNFKnQhV\n5+i559mu/LRRcnzvkRL84k9n8db+GiTGRqEoe+4NYk5Ud8PDcihblBJRw1umEqxpbb6mMzSZLSJM\nmtS3bNmClStXYseOHXj22Wd9vy6RSJCXx++2nNhoKKkTgZqsPaw/DDo1nn1oEX79Pxfw272X8C9/\newvS59D1jOM4HKnsgFTCYHVx8qxfJ9zExyihVEgDOtiF5TjUtZmgj1NBF60M2PsQ4Ziy+j0pKQlv\nvfXWdVvvixcvxo9//ONgxSdIKqUMDGj7nQjPWOX7zIvkJpKfHoen7l4Am8ODf3vnIkyW2c86aOwc\nQrtxGEvzExGtFucR0EDwVcD3WeFhA1MB39E7DKvDTav0CDLtkbYPPvgAq1atwoIFC7BgwQIsWbIE\nw8PCmMccKpLR8au0UidC09k7t+338VYuTMKD63LQZ3bglfdmf9TNN7xlMRXI3Sg1UQ0Py6FnwBaQ\n168d3XovoCK5iDFtUv/Tn/6EDz/8EMuXL8fZs2fx4x//GA899FAwYhM0mqlOhKijdxjRajlvK+K7\nV89D6aJkNHYO4Q8fXgY7gy6P4zmcHpy83I34GCWKsiJzeMtU0hJHbmsEqliOiuQiz7RJPTo6Gnq9\nHh6PB2q1Go899hjee++9YMQmaGqVHFYHrdSJcDhdHhgHbbOqfJ8MwzDYvrkQhZlxOFdjxLsH6v16\n/plrPbA7PSgtToFEQgVyN0od7SUQqKRe0zYIbZQcyfFzux1DxGPapC6VSnHgwAGkpKTg3//93/Hp\np5+ivZ2/oy5ipVbK4HSxQekGRchMdPVbwWFsWAhfZFIJvvXgIqQkqPHZqRYcPD/zf//es+mlETy8\nZSre2ySBKJbrM9nRb3YgPz2WThxEkGmT+osvvojk5GTs3LkTPT092LdvH5577rlgxCZoNH6VCI2v\n8p3HlbqXRiXHdx9ZjGi1HP/1eQ2qGvqmfU5XvxU1bSYsmKeDIS6K95jCQXyMCkq51NcFkE+1bXSU\nLRJNm9QPHjyIBQsWICEhAT//+c/xu9/9DqWlpcGITdBo/CoREpblfHPRMwyBmZdgiIvCsw+VQCJh\n8Nu9VWjrmXps6NHREatltEqflIRhkJKgRlc//xXwNaP306lILrJMm9S/+OILDA0Je2JNKNBKnQjJ\nR8ebcLVlEEvyEgNaFJWXFot/uGcB7E4P/u+7FzE4yVE3D8viWFUn1EoZlhVMPWkx0qUlauD2sDAO\n2nl93dq2QSjkEmQmCW8oFgmcabv72+12bNiwAdnZ2ZDLx3pJTzfQJdyNdZWjlToJravNA/jgWCMS\nYpR48u4FAb9/umJBEoyDNrx3qAH/9m4lfvg3y24a0HKpvh8mixMblqVBIafhLVMZ3y6Wr4I2i82F\nduMwFszTQSaddu1Gwsi0Sf2b3/xmMOIQHZrURoTAbHXi9x9WgwGDp+8rhjZq5kNc5uKuVfPQM2DD\nkcpOvP5hNb71wKLrqtt9Z9NpeMu0xid1vnY16trpKFukmjapr1ixIhhxiA71fyehxnIc3vjwMkwW\nJx5ZnxvUWdkMw+Dvvj4fvSY7ztf24u0Dddj6tXwAgMniwMW6PmQatJiXTMNbphOIwS611O89YtG+\nzCzRpDYSap+dbEFVYz+Kc+Lx9ZWZQX9/mVSCbz1QjJQENT4/3YqvzrUBAI5Xd4HlOOogN0MJsSoo\n5BJ+k3qbCRKGQU5qDG+vScSBkvos0UqdhFJdmwnlhxoQp1XgH+5ZCEmIziGrVXJ875HFiFHL8ecv\nalBZ34sjFzshk0qwqigpJDGJzUgFvAad/VawrH8d+ybidHnQ2GlGRpIWUcppN2NJmJnRn/jVq1cx\nODgIblyLyNWrVwcsKDGgpE5CxWJz4bV9VeDA4ektRYgJ8ZAUfVwUnn24BC/+93m8Wn4Jbg+HlQuT\nfLtZZHqpCRo0dw3BaLIhSTe3YrnGTjM8LIcC2nqPSNMm9WeffRZXr15FcvLYyESGYSI+qdP2OwkF\njuPwHx9fQb/ZgfvLsjE/UxfqkAAAuamx+Md7FuK3e6sA0Nl0f41vFzvXpE793iPbtEm9vb0dX3zx\nRTBiERW1klbqJPi+ONOGC3W9WDBPh3tWZ4U6nOssLzTg7+8sRGOnGYXzhPFhQyzGD3ZZmj+3Cvga\nbyc5ajoTkaZN6tnZ2XA6nVAoaA7yeBIJgyillI60kaBp7DTjnQN1iFHL8Y17FwpyQMq6xalYRwVy\nfuNrsAvLcqhvNyFJF4VYDf3MjkTTJnWJRIK7774bJSUlkErHmki8+OKLAQ1MDNRKOawO2n4ngWe1\nu/C7vVVgWQ7/uKUIsVplqEMiPEqMjYJCJpnzYJc2owU2hwe3FNAqPVJNm9TXrFmDNWvWBCMW0dGo\nZOgetIU6DBLmOI7Df356Fb0mO+5ZM4/mkochiYRBcoIanX0jFfCz3YXx3U/PoPvpkWrSpN7T0wOD\nwYDly5cHMx5RUatkcDg9cHtYasVIAubg+XacuWZEQXos7lubHepwSICkJmrQ0m1Br9k+66l23sls\nVPkeuSZN6r/61a/w8ssvY/v27WAY5rrjbAzD4MsvvwxKgELmrYC3OtwhP1ZEwlNL9xD+58s6aKPk\n+MaWIkgl9OExXKV5O8sZh2eV1DmOQ03rIGLUchh0NOo2Uk2a1J988kkAwFdffRW0YMTGe1bdZqek\nTvhnc7jxu71VcHtYPHV3MeJjVKEOiQRQasJoUu8bxpL8RL+f391vxaDFiVvm6wM+1IcI16RJ/Qc/\n+AEsFgvWrFmDsrIyrF27FvHxdC9vPBrqQgKF4zi89fk1dA/YsHlFJhbn+f9DnojLXHvAX27sA0D9\n3iPdpEl9//796OzsREVFBQ4fPoxf//rX0Ov1KCsrQ1lZGd1rBxBF41dJgBy71IUT1d3ISY3Bg7fl\nhDocEgT6uCjIpLOvgL/c2A8AKKAiuYg2ZfV7SkoKHnzwQTz44IMAgEOHDuGNN97A66+/jitXrgQl\nQCHTjCZ1WqkTPnX0DuO/vriGKKUMT28poiLMCCGRMEhJUKOzbxgsx/ndz/9yYx+UCikyDNoARUjE\nYMqk3t/fj4qKChw7dgxnz56FwWDAypUr8d3vfjdY8QmamlbqhGdOlwevfVANp4vFN+9fCP0sq6CJ\nOKUlatDaY0Gfye7Xn/2Q1YnWbguKsnRUTBnhJk3qW7ZsgdVqxd1334177rkHP/7xj6FSUaHOeHRP\nnfBtz1d1aDNasH5pGpYXGkIdDgmylHH31f1J6nW+fu90Pz3STfqR7rHHHkNhYSE+/fRT7NmzB3v3\n7kVzc3MwYxM8mtQWPliWg9PlCWkMZ6724MD5dqTpNdi6IS+ksZDQGF8B7w9fv3ca4hLxJl2pb9u2\nDdu2bQPLsqiqqsLx48fxk5/8BL29vSguLsYvf/nLYMYpSDSpLXy88fFlVDf246VvroFcJp3+CTzr\nHbThj59ehUImwTP3FUMhD34MJPTS9GNn1f1R22aCVMIgJ5WSeqSb9uaLRCJBdnY2cnJykJubC4lE\ngnPnzgUjNsGjlXp4qGkdxInqbgxZXegzO4L+/m4Pi9/vq4bN4ca2TQW+JiQk8ujjVJBJGb9W6g6X\nB81dQ8hNj4VSQR8GI92kK/WTJ0/i+PHjOH78OJqbm7F8+XKUlpZi+/btyMjICGaMguUbv+qgpC5W\nHMfhnQN1vq8HhhxIjp/bPGt/7T3SiPoOM1YuTMJamkMe0aQSCZLjNejotYLjuBk1kWnoMMPDcliY\nnRCECInQTZrUf/nLX6KsrAw7duzAsmXLIJfLgxmXKMikEigVUtp+F7Gz14yo7zBDKZfC4fJgcCi4\nK/Wqxj58cqIZhrgoPPH1+dQJjCA1UY02owV9ZjsSY6cvlvP2e6ekToApkvrevXuDGYdoaVQyUW2/\ne1gWl+r7sSGBzrK6PSzePVQPqYTBA2XZ+MtXdRiwBC+pmywOvPHhZUglDJ6+rwhRymmHJpIIMNZZ\nzjqzpN7qTerxcNqcAY2NCB8daJwjtVImqiNtZ68Z8cp7lfjrKTrJcOhCB3oGbLhtSSrmZ+oAjGy/\nBwPLcfjDR5dhtrrwyPpcZKfEBOV9ifCl+dEu1sOyqOswIyVBjVitMtChERGgpD5HapUcNocbLMtN\n/2AB6B8tBKus7Q1xJKFlc7ix71gjVAoptpRmQxc98gMxWNvvn55oxuWmAZTkJmDTrVSjQsb40wO+\nrWcYDqeHjrIRH0rqc+RtFSuWYjmLbeT+f1VD33XjdCPNpyebMWR14c5V8xCjUUCrlkMqYYKy/V7X\nZsL7hxsRp1XgqbsX0H10ch19XBSkkplVwNe0es+nU9MZMoKS+hyJrVWsN6n3m+0wDtpCHE1oDAw5\n8PmpVsRpFbhjdJUsYRjEaZUB334ftrvw+31V4MDh6S1FiKaRveQGMqkEyQlqdPQOT/vB21skl59B\nSZ2MoKQ+R2JrFTtsG/vwUdNqCmEkobP3SAOcbhb3l+VAOa7Jiy5aCZPFGbBbKRzH4T8/uYo+swNb\nSrN99/EJuVFqggZ2p2fKD5kcx6GmzYQ4rQL6WGrhTUZQUp8jtUi334GxrbtI0ma04OilTqQlarB2\n0fVnwuOilWA5DmZrYCqID5xvx9kaI+ZnxOHeNVkBeQ8SHrzFclONYe0ZtME87ER+ehzdwiE+lNTn\nyLtSF8uxNovdBZVCCo1KFpFJ/d2D9eA44JHbcyGRXP+DUDdaPRyILfiW7iH85cs6aKPk+MaWopve\nm5DxZlIsN3Y/nYrkyBhK6nOk9s1UF8899Wi1HAuyE9AzaAvaES4huNLUj8r6PhRmxmFRzs2NOgJV\nAW93uvHaB9Vwe1g8dfcC3/sQMpmUGST12tHJbAV0P52MQ0l9jjQi6v/OcRyGbS5oo+QoHk1q3kKb\ncMdyHN4+WA8AeOT2vAm3K+OiR4rW+K6A//MXNejqt+KOWzOwOC+R19cm4SlJN1oBP01Sj1JKka6n\nRlJkDCX1OVIrxTOpzeli4fZw0ETJUTSa1K9FyBb8qSvdaO4awsqFSZM2egnE9ntFVReOXerCvORo\nPHRbLm+vS8KbTCpBUrwaHX0TV8Cbhp3o7rciNy2WbuWQ61BSnyMxTWrzFslpo+TITY+DQibxtZgM\nZy43i/JDDZBJGTy4LmfSx3m3xflK6t39Vvzp82tQKaR45r4iyGX0z43MXGqiBjaHB4OWmws369ro\nfDqZGP2UmSON7566iJK6Sg65TILctFi0GYevq4gPR1+da0OvyY4Ny9Khj5u8l3Ycjyt1l5vF7z6o\ngsPpwROb5yNJF9zJb0T8UhNG/s6091pu+p73OGoBFcmRG1BSnyO1r/pd+InRYh9bqQNjVbPhfF99\n2O7CR8eboFbKcM80x8gU8pFTAYM83FN/52AdWrotWFuSglULk+f8eiTyjB/scqPatkFIJQzNDCA3\noaQ+R3KZBAqZRBQrdW/jGc1oUp8/WjVbG8ZNaD6uaMaw3Y2718zzfZiZii567l3lztca8dczbUhJ\nUGPbxoI5vRaJXGODXa5fqdudbrR0W5CVEg3FuOZJhACU1HmhVslgE0FSH39PHQBy0mIhlTBhWyzX\na7Lhr2fakBCjxMZb0mf0nLhoJexOD2yzbCbUb7bjPz6+AplUgn+6rxhKBf3QJbOTFK+GhGFuWqnX\nd5jBchwK6H46mQAldR5oVHJRVL/fmNSVcimykqPR3DUEu1P4H0r89f7hRrg9LB5clwu5bGbJ1VsB\nP5steA/L4vV91Ri2u/H4xnykG+ioEZm9kQr4qJt6wNfSEBcyBUrqPFCrZLA63GAFPvXsxqQOjDSu\nYDkO9R3mUIUVEM1dQzhR3YVMgxYri5Jm/Ly5VMDvO9qEmjYTls/XY/2SVL+fT8iNUhM1sDrc11XA\ne5vO5FGRHJkAJXUeaFRycBxgd3hCHcqUxu6py3y/5u1GVdMSPlvwHMfh7QN14AA8siEPEj/6YsfN\nMqlfaR7AR8ebkBCjwt/fWUi9uAkvUhNG76uPjmF1e1jUd5iQlqiZUY0IiTyU1HkglvGrFtvIFvv4\nHwb56bFgEF7DXaob+3GleQDF2fEoyor367mz2X43W514/cNqSCQMnrmvyHcigpC5StOPJnXjSFJv\n6bbA6WKp3zuZlGz6h8ze7t27cfHiRTAMg507d6KkpOSmx7z88su4cOEC3nrrLZw8eRLf/e53kZ+f\nDwAoKCjAc889F8gQeaFWjp1VF3ITUIvNBZmUuW7cqFolR7pBi4ZOM1xuVvQNUliWw9sH6sFgpB2s\nv/zdfmc5Dm9+dAUmixOPrM9Fbhr9sCX8uXGlTvPTyXQCltRPnTqF5uZm7NmzB/X19di5cyf27Nlz\n3WPq6upw+vRpyOVjK5sVK1bglVdeCVRYASGWlfqwzQVNlPymreGCjDi09ljQ1GUWffFNRXUX2owW\nlC5KRsYsCtX8Teqfn2rFpYY+FGXH4+srM/1+P0KmMlYB703qI/fTaaVOJhOwZVlFRQU2btwIAMjN\nzYXJZILFcv15yxdeeAHf//73AxVC0HjHrwr9rLpldJjLjXz31UW+Be90eVB+uAFymQQPlE3eDnYq\n2ig5ZFLJjLbfa1oG8N6hesRqFPiHexb6de+ekJmQyyQw6MYq4GvbBhEfo0Ri7OSdEUlkC1hS7+3t\nhU6n830dHx8Po9Ho+7q8vBwrVqxAWlradc+rq6vDM888g8cffxzHjh0LVHi88q3UZ3m2ORg8LAur\nww3tBPd7va0ma0TehOaLM60YGHJg0/IMxMeoZvUaDMMgTquYdqVutbvx4ltnwLIc/uHehYjVKGb1\nfoRMJzVRg2G7GzWtgxiyukS/m0YCK6D31Mcbf85ycHAQ5eXl+OMf/4ju7m7fr2dlZeHb3/427rzz\nTrS2tuKJJ57A559/DoVi8h+YOp0ashmeQQ6U1KSRrTFGKoVeHx3SWCZjGl15xsdF+WIc//9peg3q\n2k2IT9BCKsKpTyaLA5+ebEG0WoEn7inydc2bDUO8Gleb+hEfr4FUevPnXo7j8OJbZ9Ddb8UjX8vH\n+lvnzSV0Agj2340Q5GfqcK7GiIorPQCApYVJk14vuo78EPN1DFhSNxgM6O3t9X3d09MDvV4PADhx\n4gT6+/uxbds2OJ1OtLS0YPfu3di5cyfuuusuAEBmZiYSExPR3d2NjIyMSd9nYODmvsjB5nKM3Evv\n6bPAaBwKcTQT6xwttJFLGBiNQ9Dro6+LNSclBu3GTpyv7sS8ZPH9hf7vv9bAanfj8a/lw2qxw2qx\nz/q1tCoZWA6ob+733WMf79CFdhy92IEFWfG445Y0wf6Zi8WNfxfJ9WLVIz+mj1d2AABS41QTXi+6\njvwQw3Wc6kNHwLbfS0tLsX//fgBAdXU1DAYDtNqRwqXNmzfjk08+wdtvv41XX30VRUVF2LlzJ/bt\n24c333wTAGA0GtHX14ekpJk3DgkVjQjGr07UeGY8Md9X7xmw4sC5dujjVLh9Wdr0T5jGVNPa2o0W\n/Pdfa6FWyrDjb2+BVCLu0wJE+LwV8G4PB7VShtTRY26ETCRgK/Vly5ahqKgIW7duBcMw2LVrF8rL\nyxEdHY1NmzZN+JwNGzZgx44d+PLLL+FyufCTn/xkyq13oVD7CuWEW/1umaDxzHjzxyX1TbdOvjMi\nRO8daoCH5fDQbbmQTbBd7q/JKuAdLg9e+6AaLjeLp7cUwaBTC/4TPRG/lAQ1GAbguJEuclSQSaYS\n0HvqO3bsuO7rwsLCmx6Tnp6Ot956CwCg1Wrx2muvBTKkgBDVSn2SxigJsSroopWoaRsEx3Gi6YhW\n32HC6as9yE6Jxq2FBl5e05vUb6yA/5+/1qK9dxhfW5aOZQV6Xt6LkOnIZVIY4qLQPWCjo2xkWrR3\nyAOFXAqZVNjjV4cn6CY3HsMwmJ8RhyGrC139oa9TmAmO4/DOgXoAwKO35/H2QWSi7fdTV7px+GIH\nMgxaPLohl5f3IWSmvLPVqfKdTIeSOk/UKpmgm89YbpilPhHvfXWxjGK9WNeHmtZBLMlLxPxM3fRP\nmKEbt997Bm34/z+7CqVcimfuK5rxxDdC+HLnqnm4c1Um8qhjIZkGJXWeaFQyYa/U7VMXygFjrSdr\nRZDUPSyLdw7WgWGAh9fzu3KOG9f/3e1h8fsPqmBzePC3dxQgJYGKlEjw5aXF4pH1eZCI8LgpCS5K\n6jwZWam7rzuPLyTTVb8DQGqCGtoouSgq4I9UdqKzz4p1i1N9W5N8kcsk0EbJMTDkQPmhBjR2DmF1\nUTJKF6Xw+j6EEMI3Suo80ajkYDkODpcwx69ONHb1RgzDoCAjDn1mB3pNtmCF5je7040PjjRCIZfg\nvrXZAXkPXbQSPQM2fHaqBUm6KPztHQUBeR9CCOETJXWeqAVeAW+xuRCllE17rtrbMrZWwC1jPz/V\nCtOwE5tXZPq2yvmmi1aC5TjIpAyeua8YUcqgNV8khJBZo6TOE41S2ENdRoa5TJ+YCjKFXSxnGnbi\n05MtiFHL8fUVgZuKph8dmPHo7Xmi7LBHCIlMtPzgiZDHr3IcB4vNjQzD9PeeMwxaqBRSwd5X/+Bo\nIxwuDx7dkBfQ1fM9a+ZhYZYOS/ITA/YehBDCN1qp88TbgEaIK3Wni4Xbw85oyIlUIkFeWiy6+q0w\nDzuDEN3MdfYN4/CFDiTHq1FWEtiitVitEksL9KJpwkMIIQAldd4IuVXsTCrfxxNqH/h3D9aD5Tg8\nvJ6fdrCEEBJu6CcjT4RcKDddi9gbCTGp17QO4nxtL/LSY7GUtsQJIWRClNR5IuTtd8sMGs+Ml50S\nA5lUgpo2YST1kXawdQD4bQdLCCHhhpI6T7zb70IslBueQYvY8eQyCXJSY9DabRHEzsPZa0bUd5ix\nfL6e2mQSQsgUKKnzxDepzRH6JHgjf++pAyNb8ByAuvbQrtbdHhbvHqqHVMLgodtokAohhEyFkjpP\nRHFP3a+kPrIirglxE5pDFzrQM2DD+iVpSIpXhzQWQggROkrqPFHKpZBKmLCofgeA3NRYSBgmpMVy\nNocbHxxthEohxb2lWSGLgxBCxIKSOk8YhvENdRGamfR9v1GUUoZ5yVo0dprhDFE/+09PNsNic+HO\nVfMQo1GEJAZCCBETSuo8Uqvkwqx+t43E5M9KHQDy0+PgYTk0dJgDEdaUBoYc+PxUK+K0Ctxxa0bQ\n358QQsSIkjqPNCoZrHaX4MavWmwuSCUMlHKpX8+bH8Lz6u8faYDTzeKBshy/4yaEkEhFSZ1HapUM\nbg8Hp5sNdSjXGba5oI2S+32+Oz8jNMNd2nosOHapE2mJGpphTgghfqCkziO1UpgV8JbRpO4vbZQc\naYka1HeY4PYE74PKu4fqwXHAI7fnQiKhRjOEEDJTlNR5pBFg/3cPy8LqcM+48cyNCjLi4HSxaO4e\n4jmyiV1p6kdlfR8KM+OwKCchKO9JCCHhgpI6j4R4Vt0by2xW6kBw+8CzHIe3D9QDAB7dQO1gCSHE\nX5TUeaTxtYoVTlIfO6M+u9nj3qReG4QmNKcud6O5ewirFiYhKzkm4O9HCCHhhpI6j7ytYvvM9hBH\nMmZ49DjbbLffddFK6ONUqGkdBBvAqn6Xm8V7hxogkzJ4YF1OwN6HEELCGSV1Hi3I0kEmZfDZyeaQ\nNWy50Wy6yd2oICMOVocb7cZhvsK6yVfn2tBntmPDsnTo46IC9j6EEBLOKKnzKDE2ChuXZ6DP7MAX\nZ1pDHQ4A/2epT6QgPbD31YftLnx0vAlqpQz3rMkKyHsQQkgkoKTOs3tWz4M2So6PK5phHnaGOhx+\nVuqZgU3qHx9vxrDdjXvWZM0pTkIIiXSU1HmmVslxf1k27E4P9h5tDHU4vuN1s72nDgCGuCjEahSo\naR3kvVte76ANfz3bioQYJb52Sxqvr00IIZGGknoA3LYkFSkJahy60I52oyWksfCxUmcYBgUZcTAN\nO9EzaOMrNAAj7WDdHg4PrsuFXEbtYAkhZC4oqQeAVCLBo7fngeOAPQfqQhoLH0kdGHdevYW/Lfjm\nriFUVHcj06DFyqIk3l6XEEIiFSX1ACnJTcDCLB2qGvpR1dAXsjhmM3Z1Inw3oeE4Dm+PfuB5ZEMe\nJNRohhBC5oySeoAwDIPHNuSDAbDnqzp42NAMebHYXIhSyiCVzO2POk2vgVopQ00bP0m9qrEfV5oH\nUJwTj6KseF5ekxBCIh0l9QDKMGixtiQF7b3DOFLZGZIYRoa5zG2VDgCS0fvqxkE7+ufYXIdlObxz\noA4MgEfW5805NkIIISMoqQfYA+tG5oHvPdwAmyO47WM5joPF5ubtmFh+RiwAzHm1fryqC23GYaxZ\nlIwMg5aP0AghhICSesDFaZW4a1UmzFYXPjnRHNT3drpYuD3snI6zjcdHH3iny4P3jzRALpPggTJq\nB0sIIXyipB4Ed6zIhC5aif2nWtFr4vdI2FT4qnz3mpcUDYVcMqdiuS/OtGJgyIFNyzMQH6PiJS5C\nCCAPN/wAABGjSURBVCEjKKkHgVIuxUO35cDtYVF+qCFo78tHi9jxZFIJclNj0d477Httf5itTnxc\n0QxtlBx3rZrHS0yEEELGUFIPklVFyZiXHI0Tl7vR0GEOynta7Pyu1AFgvm8L3v/V+kfHmmB3enBv\naZZv9jwhhBD+UFIPEgnDYOuGkUrvv3xVy3u71YmMnVHnL6l776tf8zOpdw9YceB8O/RxKty+lNrB\nEkJIIFBSD6L5mTrcUqBHXZsJZ68ZA/5+Fp4az4yXkxoDqYTx+756+aEGeFgOD92WC5mU/toRQkgg\n0E/XIHv49lxIJQzePlAHlzuwDWn4LpQDAIVciuyUGLR0W2Z8RK++w4TTV3uQnRKDWwsNvMVCCCHk\nepTUgyxJp8bXbklHr8mOL8+2BfS9ApHUgZEteJbjUN8x/dE2juPwzlcj7WAfvT0XDLWDJYSQgKGk\nHgL3lmZBo5Lhw+NNGLIGbub6sG1kJc1X9btXgbcJzQy24C/U9aKmzYQleYmYn6njNQ5CCCHXo6Qe\nAhqVHFtKs2FzuLHvaFPA3oePWeoTyUuLAwOgZpomNB6WxbsH68EwwMPrc3mNgRBCyM0oqYfI7cvS\nkKSLwoHz7ejsGw7Ie1hsLkglDFQKfueUq1UyZCRp0dBhhsvtmfRxRyo70dlnxbrFqUhN1PAaAyGE\nkJtRUg8RmXRk5jrLcXj7q8DMXB8Z5iIPyH3sgvQ4uD0sGjuHJvy+3enG3iONUMqluG9tNu/vTwgh\n5GaU1ENoSX4iCjPjcLG+D5eb+nl//eHRpB4I081X33+qFeZhJ76+IgNxWmVAYiCEEHI9SuohdOPM\ndZblryENy3Kw2t2830/3miqpmywOfHayBTEaBb6+IjMg708IIeRmlNRDbF5yNNYUJ6O1x4Jjl/ib\nuT5sd4ED/8fZvGI0CiTHq1HbboKHvf68/QfHmuBweXDf2mxEKakdLCGEBAsldQF48LZcKGQSlB9u\ngN3Jz8z1sTPqgUuqBRlxcDg9aO2x+H6ts28Yhy90IDlejbKSlIC9NyGEkJtRUhcAXbQSm1dmwjTs\nxGcnW3h5Te8Z9UBtvwNjw11qWsa24N89WA+W4/DwemoHSwghwUY/dQXizpXzEKtV4LOTLeg32+f8\neoHqJjde/mgTGu9wl5rWQZyv7UV+eiyW5icG7H0JIYRMjJK6QCgVUjy4LgdON4vyw3Ofuc73LPWJ\nJMZGISFGido208jRvAPedrB51A6WEEJCgJK6gJQWpyDToMXxqi40dc1t5nowVurAyH11i82Fj441\noaHDjOXz9chNiw3oexJCCJkYJXUBkUgYPDY6c33Pl3VzmrkeqBaxN8ofva/+wdFGSCUMHrqN2sES\nQkioBDSp7969G4899hi2bt2KysrKCR/z8ssv4+/+7u/8ek44W5AVjyV5ibg2en96toK1UvcWy3EA\n1i9JQ1K8OqDvRwghZHIBS+qnTp1Cc3Mz9uzZg+effx7PP//8TY+pq6vD6dOn/XpOJHhk3Mx1t2d2\nM9eDldST49WI1SqgUkhx79qsgL4XIYSQqQUsqVdUVGDjxo0AgNzcXJhMJlgsluse88ILL+D73/++\nX8+JBCkJGqxfmoaeARsOnGuf1WsM27zb74Ft/sIwDL7/yGL8cNsyxKgVAX0vQgghUwvYT/ze3l4U\nFRX5vo6Pj4fRaIRWqwUAlJeXY8WKFUhLS5vxcyai06khk/E7hUwI/teWYpyo7sKHx5tw7/o8RPuZ\nMO0uFmqVDMlJkxet6fXRcw2T19cRo0j+vfOJriM/6DryQ8zXMWg9PMcXfQ0ODqK8vBx//OMf0d3d\nPaPnTGZgwMpLfEJ09+osvH2gDn/8oAqPb8z367mDQ3aolTIYjRNPUdProyf9HpkZuob8oOvID7qO\n/BDDdZzqQ0fAkrrBYEBv71ihV09PD/R6PQDgxIkT6O/vx7Zt2+B0OtHS0oLdu3dP+ZxI9LVb0nHg\nfBu+OteGDctmXoTGcRwsNjfS9TTDnBBCIknA7qmXlpZi//79AIDq6moYDAbfNvrmzZvxySef4O23\n38arr76KoqIi7Ny5c8rnRCK5TIJH1ufBw3J452D9jJ/ndLFwe9iAF8kRQggRloCt1JctW4aioiJs\n3boVDMNg165dKC8vR3R0NDZt2jTj50S6W+brkZcei3M1RlxrGcD8TN20zwlW5TshhBBhYbi5dDgR\nAKHf++BDQ4cZv/jTGcxLisZzf78ckmlasLZ0D+EnfzyNr92Sjm2bCiZ8jBjuGwkdXUN+0HXkB11H\nfojhOk51T506yolATmoMVhUlobl7CBVVXdM+nlbqhBASmSipi8RD63IhH5257nB5pnwsJXVCCIlM\nlNRFIiFWhTtuzcDAkAP7T009cz1YjWcIIYQICyV1Eblr1TzEqOX49EQLBi2OSR9HK3VCCIlMlNRF\nJEopwwPrcuBwefD+FDPXLTY3AErqhBASaSipi0xZSSrS9BocrexES/fEFZq+lbqKkjohhEQSSuoi\n4525zgHY89XEM9eDNUudEEKIsFBSF6Hi7AQsyknAleYBXKzvu+n7FpsLUgkDlSL8Bt0QQgiZHCV1\nkXr09lwwDPDOBDPXLTYXtFFyMNM0qSGEEBJeKKmLVJpei9uWpKGzz4pDFzqu+97waFInhBASWSip\ni9j9a7OhUkjxwdFGWEfvo7MsB6vdTffTCSEkAlFSF7EYjQL3rMmCxebCR8ebAYwUyXGg42yEEBKJ\nKKmL3Kbl6UiIUeGvZ1vR8//au/+Yqus9juNP5HAuh98/5omgREKHWgzLpBBylqvV1bSt1I0fZbWW\nwMo/msFMm4qEWC0FWTqPTTsFkkcttzKtNlqbeJxijn4wFc1EKsBAlB/qgXP/8HbuZVHxY91z+fJ6\n/MP8nC/n+95rcl7n+1U+p63rvzae0W5yIiKjjUp9hPMz+fLErHhcPW4cVfV0/HvjGd1+FxEZfVTq\nBpA82Up8dAhH65o4froZ0O13EZHRSKVuAD4+PiyaPRGAg0fOAxCo3eREREYdlbpBTIgJZfokKz29\nN3aY05W6iMjoo1I3kCdmxWPyvbHhjEpdRGT0UakbyNgwC4/OGI/lH75ERQZ4exwREfkf0+89Gcyj\nqXH8MyUW3zF6vyYiMtrold+AVOgiIqOTXv1FREQMQqUuIiJiECp1ERERg1Cpi4iIGIRKXURExCBU\n6iIiIgahUhcRETEIlbqIiIhBqNRFREQMQqUuIiJiECp1ERERg/Bxu91ubw8hIiIiw6crdREREYNQ\nqYuIiBiESl1ERMQgVOoiIiIGoVIXERExCJW6iIiIQZi8PYD8/davX8+xY8dwuVw8//zzJCYm8vLL\nL9PT08PYsWN5/fXXMZvN3h5zROju7mbu3Lnk5OSQkpKiHIdg37592Gw2TCYTL774IgkJCcpxkDo6\nOsjLy+PSpUtcv36d3NxcJkyYoBwH4eTJk+Tk5LB48WIyMzP56aef+s1v37597NixgzFjxrBw4UIW\nLFjg7dH/lK7UDe7w4cOcOnWKyspKbDYbr732GiUlJaSnp1NeXk5sbCwOh8PbY44Yb7/9NqGhoQDK\ncQhaW1spKyujvLyczZs388UXXyjHIdi7dy9xcXHY7XY2btxIYWGhchyEzs5OCgoKSElJ8az1l19n\nZydlZWVs374du93Ojh07aGtr8+Lkf02lbnDTp09n48aNAISEhNDV1YXT6WT27NkA3H///VRXV3tz\nxBGjvr6e06dPM2vWLADlOATV1dWkpKQQFBSE1WqloKBAOQ5BeHi4p1za29sJDw9XjoNgNpvZunUr\nVqvVs9ZffidOnCAxMZHg4GD8/f256667qKmp8dbYA6JSNzhfX18CAgIAcDgczJw5k66uLs9tucjI\nSJqbm7054ohRXFxMfn6+58/KcfAaGhro7u5myZIlpKenU11drRyHYM6cOTQ2NvLggw+SmZlJXl6e\nchwEk8mEv79/n7X+8mtpaSEiIsJzTERExP99rvo39VHi888/x+Fw8M477/DQQw951rVL8MB8+OGH\nTJ06lVtvvbXfx5XjwLW1tbFp0yYaGxt58skn+2SnHAfmo48+Ijo6mm3btlFXV8fy5cv7PK4ch+eP\n8hsJuarUR4GvvvqKzZs3Y7PZCA4OJiAggO7ubvz9/fnll1/63IKS/lVVVXH+/Hmqqqr4+eefMZvN\nynEIIiMjufPOOzGZTIwbN47AwEB8fX2V4yDV1NSQlpYGwKRJk2hqasJisSjHYejv59lqtdLS0uI5\npqmpialTp3pxyr+m2+8Gd/nyZdavX8+WLVsICwsDYMaMGRw4cACAgwcPct9993lzxBFhw4YN7N69\nmw8++IAFCxaQk5OjHIcgLS2Nw4cP09vbS2trK52dncpxCGJjYzlx4gQAFy5cIDAwkNTUVOU4DP39\nPUxKSqK2tpb29nY6Ojqoqanh7rvv9vKkf06f0mZwlZWVlJaWEhcX51lbt24dK1as4OrVq0RHR1NU\nVISfn58XpxxZSktLiYmJIS0tjby8POU4SDt37vT8z+zs7GwSExOV4yB1dHSwfPlyLl68iMvlYunS\npcTHxyvHAfrmm28oLi7mwoULmEwmbrrpJt544w3y8/N/l9+nn37Ktm3b8PHxITMzk3nz5nl7/D+l\nUhcRETEI3X4XERExCJW6iIiIQajURUREDEKlLiIiYhAqdREREYNQqYuMcA0NDSQkJFBRUdFn/ejR\noyQkJOB0Ogf8XLt27eqzFW5/srKyOHToUJ+177//noKCggGfx+VykZCQMODjRWRgVOoiBjB+/Hj2\n7NnTZ23Pnj199if4O02ePJmVK1f+T84lIn9M28SKGIDVauXq1aucOnWKiRMn0tXVxbFjx0hKSvIc\n43A42LlzJxaLhcjISNauXUtQUBDvv/8+FRUVREVF9dlatK6ujuLiYlwuF9evX+fVV19lypQp/Z7f\n6XSyYcMGKioqyMrKIiUlhePHj/PDDz/wwgsvMG/ePM6cOcOyZcuwWCzcc889nu+9du0aa9as4dy5\nc3R0dDB37lyeeeYZ1q5dS2RkJNnZ2TidTt58800qKirw9fX9+4IUGeF0pS5iEPPnz2f37t0AHDhw\ngJkzZzJmzI0f8cbGRkpLSz2fC33zzTezfft2Ll++TElJCXa7HZvNRmtrq+f5li1bxurVq7Hb7axa\ntYoVK1YMeJbOzk62bt1KYWEhNpsNgLKyMh5//HHee++9Prfe3333XaxWK3a7nV27dvHxxx9TV1fH\nSy+9xCeffEJ9fT1FRUWsW7dOhS7yF1TqIgbxyCOPsH//flwuF3v37u2zneV3333H7bffTlBQEADJ\nycnU1tZy7tw5YmJiCA8PB/BcQV+8eJGzZ8/yyiuvkJWVRWFhIVeuXKG3t3dAsyQnJwMQHR3NpUuX\nADh58iTTpk0D4N577/Uc63Q6+eyzz8jKymLx4sVcu3aNH3/8EYvFwqpVq0hPT+exxx7jtttuG2ZC\nIsan2+8iBhEREcGUKVNwOBw0NzeTmJj4h8e63W58fHw8X3/zW2mbzWb8/Pyw2+1DmsVk+s9Ly287\nUbvdbs+dg56eHs/jZrOZ3NxcHn744d89T0tLCyEhITQ2Ng5pDpHRRlfqIgYyf/583nrrLebMmdNn\n/Y477uDbb7/lypUrABw6dIikpCTGjRtHQ0MD7e3tuN1uqqurAQgODuaWW27hyy+/BODs2bNs2rRp\nWLPFx8fz9ddfA3jOAzBt2jT2798P3HhTUVRURFtbG7/++islJSVUVlZSW1vLkSNHhnV+kdFApS5i\nIA888ABut/t3nyQVFRXF0qVLefrpp8nIyKC1tZWnnnqK0NBQlixZQkZGBtnZ2cTExHi+p7i4mC1b\ntpCRkUF+fj6pqanDmi03N5fy8nKeffZZzpw547maz8jIICAggEWLFrFw4UKCg4MJCwtj9erVPPfc\nc0RERLBmzRpWrlzpeVMiIv3Tp7SJiIgYhK7URUREDEKlLiIiYhAqdREREYNQqYuIiBiESl1ERMQg\nVOoiIiIGoVIXERExCJW6iIiIQfwLeuQjPFOMyNkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f26d7dc83c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(indices, ratios)\n",
    "plt.xlabel(\"Model index\")\n",
    "plt.ylabel(\"Win ratio\")\n",
    "plt.grid(True)\n",
    "plt.savefig(\"final-short.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
